I have a similar situation where I hear this ticking/knocking noise while slowly parking the car, mostly when I'm making a difficult turn ( which requires moving the car back and forth and stirring the wheel). Any idea?

Totally different issue -- search "wheel knock when turning" or stuff like that to find the old threads. People who have had your issue have gotten it fixed with a steering column replacement.